Layer ensemble averaging for fault tolerance in memristive neural networks by Osama Yousuf, Brian D. Hoskins, Karthick Ramu, Mitchell Fream, William A. Borders, Advait Madhavan, Matthew W. Daniels, Andrew Dienstfrey, Jabez J. McClelland, Martin Lueker-Boden, Gina C. Adam

“…This work proposes layer ensemble averaging—a hardware-oriented fault tolerance scheme for improving inference performance of non-ideal memristive neural networks programmed with pre-trained solutions. …”
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Online Self-Organizing Network Control with Time Averaged Weighted Throughput Objective by Zhicong Zhang, Shuai Li, Xiaohui Yan

“…We study an online multisource multisink queueing network control problem characterized with self-organizing network structure and self-organizing job routing. …”
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Intrusion Detection Technology for Wireless Sensor Networks Based on Autoregressive Moving Average by Ju-zhen Yu

“…In wireless sensor networks (WSNs), aiming at the problems that internal attacks such as network congestion and high energy consumption seriously threaten the network security and normal operation, an intrusion detection technology based on traffic prediction is proposed. …”
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Selection of artificial neutral networks based on cubic intuitionistic fuzzy Aczel-Alsina aggregation operators by Chunxiao Lu, Zeeshan Ali, Peide Liu

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Minimizing the average arriving distance in carpooling by Tianlu Zhao, Yongjian Yang, En Wang

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Fault diagnosis of HVCB via the subtraction average based optimizer algorithm optimized multi channel CNN-SABO-SVM network by Qingjun Song, Jiuxin Wang, Qinghui Song, Kai Li, Wenchao Hao, Haiyan Jiang

“…Abstract The mechanical fault diagnosis of HVCB is important to ensure the stability of electric power systems. Aiming at the problem of poor diagnostic performance of deep learning methods under limited samples, this paper proposes an HVCB operating mechanism fault diagnosis model (multi-channel CNN-SABO-SVM, MCCSS) based on multimodal data fusion features and Subtraction-Average-Based Optimizer (SABO). …”
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ANTINOMY OF THE MODERN AVERAGE PROFESSIONAL EDUCATION by A. A. Listvin

“…The designated problems enable to begin a search of ways of their decision and options of the valid upgrade of the SPE system answering to the requirements of economy. …”
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Intersection-based geographical perception routing protocol in VANET by Yuqi YANG, Guoan ZHANG, Min WU

“…In order to solve the problem of the communication performance of degradation,which caused by multi-intersections in city environment and no sensitivity to individual node movements,an intersection-based geographical perception routing protocol in vehicular Ad Hoc network was proposed.The network gateways select road intersections to form the backbone of the route,ensuring a high probability of communication and meeting delay and bit error rate requirements.Mathematical formula of the average delay and the average number of hops were obtained on the basis of a two-way road model.Simulation results show that the transmission delay of IGPR is smaller,the number of hops of IGPR is less,and the communication performance of IGPR is better compared with the FRGR protocols and VRR protocols.…”
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Intersection-based geographical perception routing protocol in VANET by Yuqi YANG, Guoan ZHANG, Min WU

“…In order to solve the problem of the communication performance of degradation,which caused by multi-intersections in city environment and no sensitivity to individual node movements,an intersection-based geographical perception routing protocol in vehicular Ad Hoc network was proposed.The network gateways select road intersections to form the backbone of the route,ensuring a high probability of communication and meeting delay and bit error rate requirements.Mathematical formula of the average delay and the average number of hops were obtained on the basis of a two-way road model.Simulation results show that the transmission delay of IGPR is smaller,the number of hops of IGPR is less,and the communication performance of IGPR is better compared with the FRGR protocols and VRR protocols.…”
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Game theoretical routing protocol with fairness problem in wireless mesh networks by Wen-jiang JI, Jian-feng MA, You-liang TIAN, Zhuo MA

“…Based on game theory,a routing protocol studied with irness problem was proposed.Each router had the same opportunities of Internet access no matter how far from the gateway.Based on the tree topology,the calculation of route could be distributed to every branches of the tree,which greatly reduced the load of the root and more suitable for wireless mesh networks.The simulation results show that the new protocol is more suitable for wireless mesh networks compare with AODV and HWMP,no matter in network throughput or average end-to-end delays,as far as fairness.…”
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Asynchronous H∞ output tracking control for uncertain networked switched systems with mode-dependent average dwell time: an event-driven mechanism by Ji Qi, Yanhui Li

“…This paper considers the problem of event-triggered [Formula: see text] output tracking control for uncertain networked switched systems with both communication constraints and asynchronous switching. …”
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Variable Transmission Range Routing Protocol Based on Vehicle Density in VANET by Rong Cai, Guoan Zhang, Yuebo Wu

“…In order to solve the problem of unstable connectivity and high bit error rate,which are caused by rapid changes in the density of vehicles on the road,while the transmission radius remained unchanged,a variable transmission range routing protocols based on vehicle density in vehicular Ad-Hoc network was proposed.According to different vehicle density,node could adjust the farthest transmission distance and reduce the transmission latency of the message,which could ensure high connection probability of the network.Based on homogeneous poisson point process model,the change conditions of transmission range with different vehicle density were deduced,and its feasible was proved.Furthermore,mathematical calculate formula of average latency was obtained according to the theoretical analysis.At last,variable transmission range routing protocol based on vehicle density and fixed transmission range routing protocol were compared by simulation.The simulated results show that the proposed protocol can be applied in actual environments,and the message can be transmitted fast from source node to destination node under the condition of high connection probability.…”
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Averaged Soft Actor-Critic for Deep Reinforcement Learning by Feng Ding, Guanfeng Ma, Zhikui Chen, Jing Gao, Peng Li

“…The Soft Actor-Critic (SAC) algorithm uses advanced functions to update the policy and value network to alleviate some of these problems. However, SAC still has some problems. …”
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An edge sensitivity based gradient attack on graph isomorphic networks for graph classification problems by Srinitish Srinivasan, Chandraumakantham OmKumar

“…Abstract Graph Neural Networks have gained popularity over the past few years. …”
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Neural network method of the decision Of the nonlinear problem of optimum distribution of the non-uniform resource by A. A. Zhuk, V. M. Buloichyk

“…As indicators of efficiency of application offered neural network method were used – an average relative error and time of the decision of a problem. …”
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Solving the Problem of Determining the Mechanical Properties of Road Structure Materials Using Neural Network Technologies by N. E. Babushkina, A. A. Lyapin

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Effects of Decision Variables Selection on Sewer Optimization Problem by Tulin Cetin, Mustafa Erkan Turan, Mumin Emre Senol

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Coordinated Jamming and Poisoning Attack Detection and Mitigation in Wireless Federated Learning Networks by Sofia Barkatsa, Maria Diamanti, Panagiotis Charatsaris, Stefanos Voikos, Eirini Eleni Tsiropoulou, Symeon Papavassiliou

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Study on distributed and dynamic resource management for delay-sensitive sensor network by Wei LIU, Jun LIU

“…The delay-aware dynamic resource management problem was investigated in sensor network,with a focus on resource allocation among the sensors and power control along the time.By taking account of average delay requirements and power constraints,the considered problem was formulated into a stochastic optimization problem.Inspired by Lyapunov optimization theory,the intractable stochastic optimization problem was transformed into a tractable deterministic optimization problem,which was a mixed-integer resource management problem.By exploiting the specific problem structure,the mixed-integer resource management problem was equivalently transformed into a single variable problem,and the cooperative distributed method was present to effectively solve it with guaranteed global optimality.Finally,a dynamic resource management algorithm was proposed to solve the original stochastic optimization problem.Simulation results show the performance of the proposed dynamic algorithm and reveal that there exists a fundamental tradeoff between delay requirements and power consumption.…”
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Interaction and problems in the abaca industry in Region VIII, Philippines by Milagros C. Bales, Karen Luz P. Yap, Fatima T. Baliña, Leomarich F. Casinillo

“…The data were analyzed using statistical measures such as count and average mean and presented in tabular form and network analysis. …”
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